{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "dd806939",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "# 处理中文乱码\n",
    "plt.rcParams[\"font.sans-serif\"] = [\"Microsoft YaHei\"]\n",
    "plt.rcParams[\"axes.unicode_minus\"] = False"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "a525654d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>订单编号</th>\n",
       "      <th>类别</th>\n",
       "      <th>品牌</th>\n",
       "      <th>价格</th>\n",
       "      <th>用户编号</th>\n",
       "      <th>年龄</th>\n",
       "      <th>性别</th>\n",
       "      <th>省份</th>\n",
       "      <th>下单日期</th>\n",
       "      <th>下单小时</th>\n",
       "      <th>下单月份</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2294359932054536986</td>\n",
       "      <td>electronics.tablet</td>\n",
       "      <td>samsung</td>\n",
       "      <td>162.01</td>\n",
       "      <td>1515915625441993984</td>\n",
       "      <td>24.0</td>\n",
       "      <td>女</td>\n",
       "      <td>海南</td>\n",
       "      <td>2020-04-24</td>\n",
       "      <td>11</td>\n",
       "      <td>2020-04-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2294444024058086220</td>\n",
       "      <td>electronics.audio.headphone</td>\n",
       "      <td>huawei</td>\n",
       "      <td>77.52</td>\n",
       "      <td>1515915625447879424</td>\n",
       "      <td>38.0</td>\n",
       "      <td>女</td>\n",
       "      <td>北京</td>\n",
       "      <td>2020-04-24</td>\n",
       "      <td>14</td>\n",
       "      <td>2020-04-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2294584263154074236</td>\n",
       "      <td>2268105471367840000</td>\n",
       "      <td>karcher</td>\n",
       "      <td>217.57</td>\n",
       "      <td>1515915625443148032</td>\n",
       "      <td>32.0</td>\n",
       "      <td>女</td>\n",
       "      <td>广东</td>\n",
       "      <td>2020-04-24</td>\n",
       "      <td>19</td>\n",
       "      <td>2020-04-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2295716521449619559</td>\n",
       "      <td>furniture.kitchen.table</td>\n",
       "      <td>maestro</td>\n",
       "      <td>39.33</td>\n",
       "      <td>1515915625450382848</td>\n",
       "      <td>20.0</td>\n",
       "      <td>男</td>\n",
       "      <td>重庆</td>\n",
       "      <td>2020-04-26</td>\n",
       "      <td>8</td>\n",
       "      <td>2020-04-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2295740594749702229</td>\n",
       "      <td>electronics.smartphone</td>\n",
       "      <td>apple</td>\n",
       "      <td>1387.01</td>\n",
       "      <td>1515915625448766464</td>\n",
       "      <td>21.0</td>\n",
       "      <td>男</td>\n",
       "      <td>北京</td>\n",
       "      <td>2020-04-26</td>\n",
       "      <td>9</td>\n",
       "      <td>2020-04-01</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                  订单编号                           类别       品牌       价格  \\\n",
       "0  2294359932054536986           electronics.tablet  samsung   162.01   \n",
       "1  2294444024058086220  electronics.audio.headphone   huawei    77.52   \n",
       "2  2294584263154074236          2268105471367840000  karcher   217.57   \n",
       "3  2295716521449619559      furniture.kitchen.table  maestro    39.33   \n",
       "4  2295740594749702229       electronics.smartphone    apple  1387.01   \n",
       "\n",
       "                  用户编号    年龄 性别  省份        下单日期  下单小时        下单月份  \n",
       "0  1515915625441993984  24.0  女  海南  2020-04-24    11  2020-04-01  \n",
       "1  1515915625447879424  38.0  女  北京  2020-04-24    14  2020-04-01  \n",
       "2  1515915625443148032  32.0  女  广东  2020-04-24    19  2020-04-01  \n",
       "3  1515915625450382848  20.0  男  重庆  2020-04-26     8  2020-04-01  \n",
       "4  1515915625448766464  21.0  男  北京  2020-04-26     9  2020-04-01  "
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df=pd.read_csv('D:/Edge-Downloads/phone_data.csv').drop(columns='Unnamed: 0')\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "772cc056",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(365427, 11)"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3641c5e9",
   "metadata": {},
   "source": [
    "# 实践1：绘制折线图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "9cd3425f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "([0, 1, 2, 3, 4, 5, 6, 7, 8],\n",
       " [Text(0, 0, '2020-01-01'),\n",
       "  Text(1, 0, '2020-02-01'),\n",
       "  Text(2, 0, '2020-03-01'),\n",
       "  Text(3, 0, '2020-04-01'),\n",
       "  Text(4, 0, '2020-05-01'),\n",
       "  Text(5, 0, '2020-06-01'),\n",
       "  Text(6, 0, '2020-07-01'),\n",
       "  Text(7, 0, '2020-08-01'),\n",
       "  Text(8, 0, '2020-09-01')])"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#折线图1：每个月的销售金额\n",
    "price_ret=df.groupby(by=\"下单月份\")[\"价格\"].sum()\n",
    "price_ret\n",
    "plt.plot(price_ret.index,price_ret.values)\n",
    "plt.xticks(rotation=30)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "4abdebae",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "([0, 1, 2, 3, 4, 5, 6, 7, 8],\n",
       " [Text(0, 0, '2020-01-01'),\n",
       "  Text(1, 0, '2020-02-01'),\n",
       "  Text(2, 0, '2020-03-01'),\n",
       "  Text(3, 0, '2020-04-01'),\n",
       "  Text(4, 0, '2020-05-01'),\n",
       "  Text(5, 0, '2020-06-01'),\n",
       "  Text(6, 0, '2020-07-01'),\n",
       "  Text(7, 0, '2020-08-01'),\n",
       "  Text(8, 0, '2020-09-01')])"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#折线图2：每个月的销售人数\n",
    "users_ret=df.groupby(by=\"下单月份\")[\"用户编号\"].count()\n",
    "users_ret\n",
    "plt.plot(users_ret.index,users_ret.values)\n",
    "plt.xticks(rotation=30)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "090c090d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "([0, 1, 2, 3, 4, 5, 6, 7, 8],\n",
       " [Text(0, 0, '2020-01-01'),\n",
       "  Text(1, 0, '2020-02-01'),\n",
       "  Text(2, 0, '2020-03-01'),\n",
       "  Text(3, 0, '2020-04-01'),\n",
       "  Text(4, 0, '2020-05-01'),\n",
       "  Text(5, 0, '2020-06-01'),\n",
       "  Text(6, 0, '2020-07-01'),\n",
       "  Text(7, 0, '2020-08-01'),\n",
       "  Text(8, 0, '2020-09-01')])"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#折线图3：每月订单数量\n",
    "quanity_ret=df.groupby(by=\"下单月份\")[\"订单编号\"].count()\n",
    "quanity_ret\n",
    "plt.plot(quanity_ret.index,quanity_ret.values)\n",
    "plt.xticks(rotation=30)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "193643e2",
   "metadata": {},
   "source": [
    "# 实践二:直方图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "b9890a89",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "省份\n",
       "湖南     4766\n",
       "天津     4784\n",
       "湖北     4787\n",
       "浙江     4791\n",
       "重庆     4803\n",
       "四川     4872\n",
       "海南     4901\n",
       "江苏     4953\n",
       "北京    14306\n",
       "上海    14430\n",
       "广东    19210\n",
       "Name: 用户编号, dtype: int64"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 直方图1：不同省份的购买用户数量\n",
    "s1=df.groupby(by=\"省份\")[\"用户编号\"].nunique().sort_values()\n",
    "s1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "99c3cc51",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<BarContainer object of 11 artists>"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.bar(x=s1.index,height=s1.values)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "8640d50a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "省份\n",
       "湖北    14754\n",
       "浙江    14943\n",
       "重庆    15040\n",
       "海南    15105\n",
       "天津    15256\n",
       "四川    15521\n",
       "江苏    15545\n",
       "湖南    15946\n",
       "北京    43796\n",
       "上海    45484\n",
       "广东    59816\n",
       "Name: 订单编号, dtype: int64"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 直方图2：不同省份的订单数量\n",
    "s2=df.groupby(by=\"省份\")[\"订单编号\"].nunique().sort_values()\n",
    "s2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "e200cd7d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<BarContainer object of 11 artists>"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.bar(x=s2.index,height=s2.values)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "2ff32512",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<BarContainer object of 11 artists>"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 直方图3：不同省份的成交金额\n",
    "s3=df.groupby(by=\"省份\")[\"价格\"].sum().sort_values(ascending=False)\n",
    "plt.bar(x=s3.index,height=s3.values)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "89b0d46f",
   "metadata": {},
   "source": [
    "## 实践三：绘制用户次数与消费金额之间的关系的散点图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "f1f51c76",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, '用户消费金额')"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#获取用户消费次数\n",
    "s1=df.groupby(by=\"用户编号\").size()\n",
    "#获取用户消费金额\n",
    "s2=df.groupby(by=\"用户编号\")[\"价格\"].sum()\n",
    "\n",
    "plt.scatter(s1,s2)\n",
    "plt.xlabel('用户消费次数')\n",
    "plt.ylabel('用户消费金额')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4bf9f083",
   "metadata": {},
   "source": [
    "# 实践四：绘制新老用户占比饼图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "dd3f7ab8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "True     45538\n",
       "False    37879\n",
       "dtype: int64"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 消费多次（老用户），消费一次（新用户）\n",
    "ret = df.groupby(by=\"用户编号\")[\"下单日期\"].agg(['min','max'])\n",
    "old_new_count=(ret[\"min\"]==ret[\"max\"]).value_counts()\n",
    "old_new_count"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "ac6b2279",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "([<matplotlib.patches.Wedge at 0x21e59dedd50>,\n",
       "  <matplotlib.patches.Wedge at 0x21e59e00110>],\n",
       " [Text(-0.15809694714931888, 1.0885795126227875, '新用户'),\n",
       "  Text(0.15809694714931877, -1.0885795126227875, '老用户')],\n",
       " [Text(-0.08623469844508302, 0.5937706432487931, '54.59%'),\n",
       "  Text(0.08623469844508296, -0.5937706432487931, '45.41%')])"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.pie(old_new_count,labels=['新用户','老用户'],autopct='%.2f%%')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "4076dded",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
